“The ability to generate code in a mindless and expensive way that sometimes works and may or may not make developers an indeterminate level of more-productive is not a business model, a point made more obvious by the fact that Anthropic and OpenAI allow users to burn $8000 to $14,000 a month for $200.”
Our reading:
AI code generation is not a business model; Anthropic and OpenAI let users burn $8,000–$14,000 a month for a $200 subscription.
Assessment: Supported
What happened
Was it true for the period described?
Outcome: Supported
The evidence matches what they said.
Judged on a plain reading. They named no measure, so we used the reading a typical informed reader would take. It is spelled out under “How we judged it”.
Evidence up to . Checked .
Why
The part that can be checked is his statement that Anthropic's and OpenAI's $200 plans let users consume $8,000 to $14,000 a month. In a post on August 23, 2026, SemiAnalysis said it ran a test in June 2026. That test found that Anthropic's $200 plan can yield up to $8,000 a month in tokens, and OpenAI's $200 plan up to $14,000 a month, if all weekly limits were used up on long-horizon tasks (e1). A summary published June 16, 2026, before his post, reports the same figures. It describes them as API-equivalent token value from extended coding and agentic sessions (e2). The same summary says the figures are API-equivalent cost, not the labs' actual compute cost (e3). The contract reads 'burn' as value at API prices, so this caveat does not change the result. The June test falls inside the target period of June 1 to July 28, 2026. His view that this is 'not a business model' is opinion and is not graded.
Caveats
- The figures are maximum values at API list prices under full use. They do not show the labs' actual cost of serving these users.
- The evidence does not show how much typical subscribers use.
- The full SemiAnalysis report is paywalled, so its method could not be checked. Both evidence items trace back to that one test.
- The evidence does not show whether the limits stayed the same through the rest of the target period after the June test.
- The opinion that AI code generation is 'not a business model' is not assessed.
Evidence (3 items)
Supports the claim: SemiAnalysis,
We tested Anthropic's $200/mo Claude plan, which can yield up to $8,000/mo💰️💰️, while OpenAI's $200/month plan could yield up to $14,000/month worth of tokens if you exhausted all the weekly limits on long-horizon tasks. This test was done back in June.
Why it matters: SemiAnalysis's June 2026 test found that maxed-out $200 plans yield up to $8,000 a month (Anthropic) and up to $14,000 a month (OpenAI) in tokens, matching his figures.
- Where
- post text
- Publisher
- SemiAnalysis
- Kind of source
- Independent measurement
- About events on
- Published
Supports the claim: Tech Jacks Solutions,
fully-utilized $200/month plans deliver up to $14,000 in API-equivalent token value at OpenAI and $8,000 at Anthropic.
Why it matters: Published before the post. Confirms the same figures are API-equivalent value from SemiAnalysis's June test.
- Where
- summary paragraph
- Publisher
- Tech Jacks Solutions
- Kind of source
- Secondary summary
- About events on
- Published
Context only: Tech Jacks Solutions,
the $14,000 and $8,000 figures represent API-equivalent token cost, not the labs’ actual compute cost.
Why it matters: The figures are list-price value, not actual cost to the labs. This limits the 'burn' wording but not the dollar range.
- Publisher
- Tech Jacks Solutions
- Kind of source
- Secondary summary
- About events on
- Published
How we judged it
- Kind of claim
- Observation
- Deadline
- None given. We don’t add one.
Where we had to interpret
- The checkable part is factual: the $200-a-month plans from Anthropic and OpenAI let a user consume about $8,000 (Anthropic) to $14,000 (OpenAI) a month of usage. Read plainly, the value is measured at the companies' published API prices, which matches the experiment the post links to.
- 'Not a business model' is his opinion and is not graded.
- 'Burn' is read as consumption valued at API list prices, not the labs' internal compute cost.
- The claim is in the present tense, in a post dated July 28, 2026. The target period is June 1 to July 28, 2026: the most recent period public measurements could cover before the post.
Right if: A measurement covering the target period shows that a maxed-out $200 plan yields roughly $8,000 a month at API prices for Anthropic and roughly $14,000 for OpenAI.
Wrong if: Measurements covering the target period show that $200 plans yield far less (for example, a few thousand dollars a month at API prices), or that no such usage was possible.
We wrote this test after the outcome was known.
We found 37 claims in this post. See them all.
Full record
Source and dates
Where's Your Ed At, The More You Buy, The More You Lose, paragraph 120.
- Said
- We read the source
- live page, full text, public
- Evidence up to
- Checked
We read this wording on 2026-10-28. The post may have been edited after 2026-07-28.
Where it was said (1)
Said once in the posts we read.
: Where's Your Ed At, The More You Buy, The More You Lose
The ability to generate code in a mindless and expensive way that sometimes works and may or may not make developers an indeterminate level of more-productive is not a business model, a point made more obvious by the fact that Anthropic and OpenAI allow users to burn $8000 to $14,000 a month for $200.
- Where
- paragraph 120
- Published
- 2026-07-28
- We read it
- , live page
- Access
- full text, public
History
Versions
- Current: Supported. Evidence up to 2026-10-28.
What happened to this record
PublishedBy us
Published after both AI reviews and the final check passed.
Held backBy us
A reviewer said our test wasn’t fair to what was actually said.